diff --git a/simpegPF/Dev/GRAV/Intgrl_GRAV_Inv_Driver.py b/simpegPF/Dev/GRAV/Intgrl_GRAV_Inv_Driver.py index a6d9399d..27fa00bf 100644 --- a/simpegPF/Dev/GRAV/Intgrl_GRAV_Inv_Driver.py +++ b/simpegPF/Dev/GRAV/Intgrl_GRAV_Inv_Driver.py @@ -3,16 +3,14 @@ from SimPEG import * import simpegPF as PF import pylab as plt import os -home_dir = 'C:\\Users\\dominiquef.MIRAGEOSCIENCE\\ownCloud\\Research\\CraigModel\\GRAV\\checkerboard_tests' +home_dir = '.' + inpfile = 'PYGRAV3D_inv.inp' -dsep = '\\' -os.chdir(home_dir) + +dsep = os.path.sep plt.close('all') #%% User input -# Initial beta -beta_in = 1e-2 - # Treshold values for compact norm eps_p = 1e-3 # Small model values eps_q = 1e-3 # Small model gradient @@ -122,22 +120,20 @@ reg.mref = mref reg.wght = wr -# Create pre-conditioner -diagA = np.sum(prob.G**2.,axis=0) + beta_in*(reg.W.T*reg.W).diagonal() -PC = Utils.sdiag(diagA**-1.) - # Data misfit function dmis = DataMisfit.l2_DataMisfit(survey) dmis.Wd = 1./wd opt = Optimization.ProjectedGNCG(maxIter=20,lower=bounds[0],upper=bounds[1], maxIterCG= 50, tolCG = 1e-4) -opt.approxHinv = PC +invProb = InvProblem.BaseInvProblem(dmis, reg, opt) -invProb = InvProblem.BaseInvProblem(dmis, reg, opt, beta = beta_in) +# Add directives to the inversion beta = Directives.BetaSchedule(coolingFactor=2, coolingRate=1) +beta_init = Directives.BetaEstimate_ByEig() target = Directives.TargetMisfit() +update_Jacobi = Directives.Update_lin_PreCond(onlyOnStart=True) -inv = Inversion.BaseInversion(invProb, directiveList=[beta,target]) +inv = Inversion.BaseInversion(invProb, directiveList=[beta,target,beta_init,update_Jacobi]) m0 = mstart @@ -148,7 +144,6 @@ m_out = actvMap*mrec # Write result Mesh.TensorMesh.writeModelUBC(mesh,'SimPEG_inv_l2l2.sus',m_out) -#Utils.meshutils.writeUBCTensorModel(home_dir+dsep+'wr.dat',mesh,wr_out) # Plot predicted pred = prob.fields(mrec) @@ -204,25 +199,23 @@ reg.eps_p = eps_p reg.eps_q = eps_q reg.norms = lpnorms -diagA = np.sum(prob.G**2.,axis=0) + beta_in*(reg.W.T*reg.W).diagonal() -PC = Utils.sdiag(diagA**-1.) - -#reg.alpha_s = 1. - dmis = DataMisfit.l2_DataMisfit(survey) dmis.Wd = 1./wd -opt = Optimization.ProjectedGNCG(maxIter=20 , maxIterLS = 20,lower=bounds[0],upper=bounds[1], maxIterCG= 50, tolCG = 1e-4) -opt.approxHinv = PC -#opt.phim_last = reg.eval(mrec) -# opt = Optimization.InexactGaussNewton(maxIter=6) +opt = Optimization.ProjectedGNCG(maxIter=20 , maxIterLS = 20,lower=bounds[0],upper=bounds[1], maxIterCG= 50, tolCG = 1e-4) + invProb = InvProblem.BaseInvProblem(dmis, reg, opt, beta = invProb.beta) + +# Add directives to the inversion beta = Directives.BetaSchedule(coolingFactor=1, coolingRate=1) -#betaest = Directives.BetaEstimate_ByEig() +update_beta = Directives.Scale_Beta(tol = 0.05) target = Directives.TargetMisfit() IRLS =Directives.Update_IRLS( phi_m_last = phim, phi_d_last = phid ) +update_Jacobi = Directives.Update_lin_PreCond(onlyOnStart=False) +save_log = Directives.SaveOutputEveryIteration() +save_log.fileName = 'LogName_blabla' -inv = Inversion.BaseInversion(invProb, directiveList=[beta,IRLS]) +inv = Inversion.BaseInversion(invProb, directiveList=[beta,IRLS,update_beta,update_Jacobi,save_log]) m0 = mrec @@ -242,24 +235,26 @@ print "Final misfit:" + str(np.sum( ((d-pred)/wd)**2. ) ) #%% Plot out a section of the model yslice = midx + m_out[m_out==-100] = np.nan + plt.figure() ax = plt.subplot(221) -mesh.plotSlice(m_out, ax = ax, normal = 'Z', ind=-18, clim = (vmin,vmax) , pcolorOpts = {'cmap':'bwr'}) +mesh.plotSlice(m_out, ax = ax, normal = 'Z', ind=-5, clim = (mrec.min(), mrec.max()), pcolorOpts = {'cmap':'bwr'}) plt.plot(np.array([mesh.vectorCCx[0],mesh.vectorCCx[-1]]), np.array([mesh.vectorCCy[yslice],mesh.vectorCCy[yslice]]),c='w',linestyle = '--') -plt.title('Z: ' + str(mesh.vectorCCz[-18]) + ' m') +plt.title('Z: ' + str(mesh.vectorCCz[-5]) + ' m') plt.xlabel('x');plt.ylabel('z') plt.gca().set_aspect('equal', adjustable='box') ax = plt.subplot(222) -mesh.plotSlice(m_out, ax = ax, normal = 'Z', ind=-23, clim = (vmin,vmax), pcolorOpts = {'cmap':'bwr'}) +mesh.plotSlice(m_out, ax = ax, normal = 'Z', ind=-8, clim = (mrec.min(), mrec.max()), pcolorOpts = {'cmap':'bwr'}) plt.plot(np.array([mesh.vectorCCx[0],mesh.vectorCCx[-1]]), np.array([mesh.vectorCCy[yslice],mesh.vectorCCy[yslice]]),c='w',linestyle = '--') -plt.title('Z: ' + str(mesh.vectorCCz[-23]) + ' m') +plt.title('Z: ' + str(mesh.vectorCCz[-8]) + ' m') plt.xlabel('x');plt.ylabel('z') plt.gca().set_aspect('equal', adjustable='box') ax = plt.subplot(212) -mesh.plotSlice(m_out, ax = ax, normal = 'Y', ind=yslice, clim = (vmin,vmax), pcolorOpts = {'cmap':'bwr'}) +mesh.plotSlice(m_out, ax = ax, normal = 'Y', ind=yslice, clim = (mrec.min(), mrec.max()), pcolorOpts = {'cmap':'bwr'}) plt.title('Cross Section') plt.xlabel('x');plt.ylabel('z') plt.gca().set_aspect('equal', adjustable='box') diff --git a/simpegPF/Dev/GRAV/LogName_blabla.txt b/simpegPF/Dev/GRAV/LogName_blabla.txt new file mode 100644 index 00000000..1f79d3ed --- /dev/null +++ b/simpegPF/Dev/GRAV/LogName_blabla.txt @@ -0,0 +1,21 @@ + # beta phi_d phi_m f + 1 6.9586e+00 1.0872e+02 1.4402e+02 5.0228e+02 + 2 3.7248e+01 5.7540e+01 1.1774e+02 1.9118e+03 + 3 1.2016e+01 9.5474e+02 1.0149e+02 9.7090e+03 + 4 5.3476e+00 6.9209e+02 2.2879e+02 4.0683e+03 + 5 5.9317e+00 2.7767e+02 2.7310e+02 2.0777e+03 + 6 7.2514e+00 2.5195e+02 2.3622e+02 1.8147e+03 + 7 7.2514e+00 3.0151e+02 2.2988e+02 2.1309e+03 + 8 6.7725e+00 3.2978e+02 2.3764e+02 2.1805e+03 + 9 6.3154e+00 3.3029e+02 2.4563e+02 2.0846e+03 + 10 6.3154e+00 3.1701e+02 2.4902e+02 1.9667e+03 + 11 6.3154e+00 3.1714e+02 2.4502e+02 1.9534e+03 + 12 6.3154e+00 3.1709e+02 2.3973e+02 1.9536e+03 + 13 6.3154e+00 3.1501e+02 2.3599e+02 1.9535e+03 + 14 6.0032e+00 3.2402e+02 2.4031e+02 1.9514e+03 + 15 5.5624e+00 3.3241e+02 2.4990e+02 1.8795e+03 + 16 5.2434e+00 3.2674e+02 2.5431e+02 1.7737e+03 + 17 5.2434e+00 3.1679e+02 2.5506e+02 1.6854e+03 + 18 5.2434e+00 3.1781e+02 2.5153e+02 1.6754e+03 + 19 4.9831e+00 3.2409e+02 2.5041e+02 1.6765e+03 + 20 4.9831e+00 3.1378e+02 2.5041e+02 1.6153e+03 diff --git a/simpegPF/Dev/GRAV/PYGRAV3D_inv.inp b/simpegPF/Dev/GRAV/PYGRAV3D_inv.inp index 828f95d7..ba5850d6 100644 --- a/simpegPF/Dev/GRAV/PYGRAV3D_inv.inp +++ b/simpegPF/Dev/GRAV/PYGRAV3D_inv.inp @@ -1,7 +1,7 @@ Mesh_10m.msh ! Mesh file Grav.dat ! Obsfile Gaussian.topo ! Topofile | null -VALUE 1e-4 ! Starting model +VALUE 0.0 ! Starting model VALUE 0.0 ! Reference model DEFAULT ! Cell based weight file 1 ! target chi factor | DEFAULT=1 diff --git a/simpegPF/Dev/GRAV/Pred0.dat b/simpegPF/Dev/GRAV/Pred0.dat index 2db7a0eb..4f7214dc 100644 --- a/simpegPF/Dev/GRAV/Pred0.dat +++ b/simpegPF/Dev/GRAV/Pred0.dat @@ -1,192 +1,617 @@ -191 -3.624724e+05 6.008600e+06 2.185513e+03 2.950277e-02 5.000000e-02 -3.630474e+05 6.007742e+06 2.182354e+03 2.958855e-02 5.000000e-02 -3.658851e+05 6.010287e+06 2.181814e+03 2.909199e-02 5.000000e-02 -3.634466e+05 6.005839e+06 2.190788e+03 2.947114e-02 5.000000e-02 -3.641340e+05 6.005157e+06 2.173695e+03 2.936905e-02 5.000000e-02 -3.644170e+05 6.003660e+06 2.189776e+03 2.896865e-02 5.000000e-02 -3.673445e+05 6.005950e+06 2.194062e+03 2.885706e-02 5.000000e-02 -3.605751e+05 6.011702e+06 2.267910e+03 2.855588e-02 5.000000e-02 -3.687754e+05 6.014567e+06 2.230211e+03 2.611820e-02 5.000000e-02 -3.600941e+05 6.011233e+06 2.205465e+03 2.849530e-02 5.000000e-02 -3.662178e+05 6.013153e+06 2.310513e+03 2.835436e-02 5.000000e-02 -3.623110e+05 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100644 --- a/simpegPF/Dev/MAG/Intgrl_MAG_Inv_Driver.py +++ b/simpegPF/Dev/MAG/Intgrl_MAG_Inv_Driver.py @@ -5,18 +5,13 @@ import pylab as plt import os -#home_dir = 'C:\Users\dominiquef.MIRAGEOSCIENCE\Documents\GIT\SimPEG\simpegpf\simpegPF\Dev' -#home_dir = 'C:\\Users\\dominiquef.MIRAGEOSCIENCE\\ownCloud\\Research\\Modelling\\Synthetic\\Nut_Cracker\\Induced_MAG3C' -home_dir = '.\\' -#home_dir = '.\\' +home_dir = '.' inpfile = 'PYMAG3D_inv.inp' -dsep = '\\' +dsep = os.path.sep + os.chdir(home_dir) -## New scripts to be added to basecode -#from fwr_MAG_data import fwr_MAG_data -#from read_MAGfwr_inp import read_MAGfwr_inp plt.close('all') #%% # Read input file @@ -24,7 +19,6 @@ plt.close('all') # Load mesh file mesh = Mesh.TensorMesh.readUBC(mshfile) -#mesh = Utils.meshutils.readUBCTensorMesh(mshfile) # Load in observation file survey = PF.Magnetics.readUBCmagObs(obsfile) @@ -35,7 +29,6 @@ wd = survey.std ndata = survey.srcField.rxList[0].locs.shape[0] -beta_in = 1e+5 eps_p = 1e-4 eps_q = 1e-4 # Load in topofile or create flat surface @@ -53,9 +46,9 @@ else: nC = len(actv) # Create active map to go from reduce set to full -actvMap = Maps.ActiveCells(mesh, actv, -100) +actvMap = Maps.InjectActiveCells(mesh, actv, -100) -# Creat reduced identity map +# Create reduced identity map idenMap = Maps.IdentityMap(nP = nC) # Load starting model file @@ -85,12 +78,6 @@ else: midx = int(mesh.nCx/2) midy = int(mesh.nCy/2) -# Get distance weighting function -#============================================================================== -# wr = PF.Magnetics.get_dist_wgt(mesh,rxLoc,actv,3.,np.min(mesh.hx)/4) -# #wrMap = PF.BaseMag.WeightMap(nC, wr) -#============================================================================== - #%% Plot obs data PF.Magnetics.plot_obs_2D(rxLoc,d,'Observed Data') @@ -98,11 +85,8 @@ PF.Magnetics.plot_obs_2D(rxLoc,d,'Observed Data') prob = PF.Magnetics.MagneticIntegral(mesh, mapping = idenMap, actInd = actv) prob.solverOpts['accuracyTol'] = 1e-4 -#survey = Survey.LinearSurvey() survey.pair(prob) -#survey.makeSyntheticData(data, std=0.01) -#survey.dobs=d -#survey.mtrue = model + # Write out the predicted pred = prob.fields(mstart) PF.Magnetics.writeUBCobs(home_dir + dsep + 'Pred.dat',survey,pred) @@ -121,25 +105,20 @@ plt.gca().set_aspect('equal', adjustable='box') reg = Regularization.Simple(mesh, indActive = actv, mapping = idenMap) reg.mref = mref reg.wght = wr -#reg.alpha_s = 1. - -# Create pre-conditioner -diagA = np.sum(prob.G**2.,axis=0) + beta_in*(reg.W.T*reg.W).diagonal() -PC = Utils.sdiag(diagA**-1.) - dmis = DataMisfit.l2_DataMisfit(survey) dmis.Wd = 1/wd opt = Optimization.ProjectedGNCG(maxIter=10,lower=0.,upper=1., maxIterCG= 20, tolCG = 1e-3) -opt.approxHinv = PC -# opt = Optimization.InexactGaussNewton(maxIter=6) -invProb = InvProblem.BaseInvProblem(dmis, reg, opt, beta = beta_in) +invProb = InvProblem.BaseInvProblem(dmis, reg, opt) + +# Add directives to the inversion beta = Directives.BetaSchedule(coolingFactor=2, coolingRate=1) -#betaest = Directives.BetaEstimate_ByEig() +beta_init = Directives.BetaEstimate_ByEig() target = Directives.TargetMisfit() +update_Jacobi = Directives.Update_lin_PreCond(onlyOnStart=True) -inv = Inversion.BaseInversion(invProb, directiveList=[beta,target]) +inv = Inversion.BaseInversion(invProb, directiveList=[beta,target,beta_init,update_Jacobi]) m0 = mstart @@ -150,7 +129,6 @@ m_out = actvMap*mrec # Write result Mesh.TensorMesh.writeModelUBC(mesh,'SimPEG_inv_l2l2.sus',m_out) -#Utils.meshutils.writeUBCTensorModel(home_dir+dsep+'wr.dat',mesh,wr_out) # Plot predicted pred = prob.fields(mrec) @@ -190,6 +168,7 @@ plt.gca().set_aspect('equal', adjustable='box') phim = invProb.phi_m_last phid = invProb.phi_d +# Set parameters for sparsity reg = Regularization.Sparse(mesh, indActive = actv, mapping = idenMap) reg.recModel = mrec reg.mref = mref @@ -199,25 +178,18 @@ reg.eps_q = eps_q reg.norms = lpnorms -diagA = np.sum(prob.G**2.,axis=0) + beta_in*(reg.W.T*reg.W).diagonal() -PC = Utils.sdiag(diagA**-1.) - -#reg.alpha_s = 1. - dmis = DataMisfit.l2_DataMisfit(survey) dmis.Wd = wd opt = Optimization.ProjectedGNCG(maxIter=20 ,lower=0.,upper=1., maxIterCG= 10, tolCG = 1e-4) -opt.approxHinv = PC -#opt.phim_last = reg.eval(mrec) -# opt = Optimization.InexactGaussNewton(maxIter=6) invProb = InvProblem.BaseInvProblem(dmis, reg, opt, beta = invProb.beta) + +# Create inversion directives beta = Directives.BetaSchedule(coolingFactor=1, coolingRate=1) update_beta = Directives.Scale_Beta(tol = 0.05) -#betaest = Directives.BetaEstimate_ByEig() target = Directives.TargetMisfit() IRLS =Directives.Update_IRLS( phi_m_last = phim, phi_d_last = phid ) -update_Jacobi = Directives.Update_lin_PreCond() +update_Jacobi = Directives.Update_lin_PreCond(onlyOnStart=False) save_log = Directives.SaveOutputEveryIteration() save_log.fileName = 'LogName_blabla' @@ -230,6 +202,7 @@ mrec = inv.run(m0) m_out = actvMap*mrec +# Write final model out. Mesh.TensorMesh.writeModelUBC(mesh,'SimPEG_inv_l0l2.sus',m_out) pred = prob.fields(mrec) diff --git a/simpegPF/Dev/MAG/LogName_blabla.txt b/simpegPF/Dev/MAG/LogName_blabla.txt index 633888ad..d7a2c19b 100644 --- a/simpegPF/Dev/MAG/LogName_blabla.txt +++ b/simpegPF/Dev/MAG/LogName_blabla.txt @@ -1,21 +1,21 @@ # beta phi_d phi_m f - 1 1.5360e+05 5.0131e+01 7.3332e-03 4.4174e+02 - 2 3.7391e+05 1.2652e+02 3.6764e-03 1.0807e+03 - 3 2.5341e+05 4.5447e+02 2.4502e-03 2.6354e+03 - 4 1.4461e+05 5.3971e+02 4.6665e-03 2.1548e+03 - 5 1.0937e+05 4.0726e+02 6.5473e-03 1.5100e+03 - 6 1.1622e+05 2.8985e+02 9.3653e-03 1.6067e+03 - 7 1.1622e+05 3.1487e+02 9.3157e-03 1.5644e+03 - 8 1.0482e+05 3.4151e+02 9.7362e-03 1.5894e+03 - 9 9.6785e+04 3.3356e+02 9.5567e-03 1.4910e+03 - 10 7.6095e+04 3.9174e+02 8.8846e-03 1.6031e+03 - 11 5.3847e+04 4.3526e+02 1.2266e-02 1.3899e+03 - 12 4.4794e+04 3.7025e+02 1.3672e-02 1.1416e+03 - 13 4.1906e+04 3.2923e+02 1.6171e-02 1.0732e+03 - 14 4.1906e+04 3.0335e+02 1.8262e-02 1.0765e+03 - 15 4.1906e+04 2.9834e+02 1.7878e-02 1.0506e+03 - 16 4.1906e+04 3.0216e+02 1.8782e-02 1.0953e+03 - 17 4.1906e+04 3.0924e+02 1.8673e-02 1.0995e+03 - 18 4.1906e+04 3.1922e+02 1.8988e-02 1.1262e+03 - 19 3.9225e+04 3.2905e+02 1.9461e-02 1.1463e+03 - 20 3.5542e+04 3.3992e+02 2.0384e-02 1.1604e+03 + 1 1.7245e+05 2.5079e+01 1.0262e-02 2.8242e+02 + 2 2.1325e+05 2.4907e+02 4.4331e-03 1.9149e+03 + 3 1.2096e+05 5.4303e+02 5.0490e-03 2.5860e+03 + 4 8.4281e+04 4.4203e+02 8.1744e-03 1.8685e+03 + 5 1.0110e+05 2.5675e+02 1.2189e-02 1.3656e+03 + 6 1.3553e+05 2.2976e+02 9.8758e-03 1.3647e+03 + 7 1.1969e+05 3.4877e+02 7.4622e-03 1.7150e+03 + 8 9.0037e+04 4.0944e+02 7.9460e-03 1.6604e+03 + 9 7.6163e+04 3.6410e+02 1.0428e-02 1.3961e+03 + 10 7.6163e+04 3.0462e+02 1.0783e-02 1.1988e+03 + 11 7.6163e+04 3.0817e+02 1.0640e-02 1.1393e+03 + 12 6.6176e+04 3.5448e+02 1.1313e-02 1.2170e+03 + 13 5.9599e+04 3.4199e+02 1.1857e-02 1.1442e+03 + 14 5.5506e+04 3.3071e+02 1.2925e-02 1.1168e+03 + 15 5.2163e+04 3.2774e+02 1.3932e-02 1.1094e+03 + 16 5.2163e+04 3.1573e+02 1.4346e-02 1.0799e+03 + 17 5.2163e+04 3.2105e+02 1.4938e-02 1.1283e+03 + 18 4.9100e+04 3.2722e+02 1.5248e-02 1.1258e+03 + 19 4.9100e+04 2.9707e+02 1.5104e-02 1.0847e+03 + 20 5.1710e+04 2.9245e+02 1.4385e-02 1.0546e+03 diff --git a/simpegPF/Dev/MAG/SimPEG_inv_l0l2.sus b/simpegPF/Dev/MAG/SimPEG_inv_l0l2.sus index 5f74cc8d..51dfc14e 100644 --- a/simpegPF/Dev/MAG/SimPEG_inv_l0l2.sus +++ b/simpegPF/Dev/MAG/SimPEG_inv_l0l2.sus @@ -97,7 +97,7 @@ 0.000000000000000000e+00 0.000000000000000000e+00 0.000000000000000000e+00 -0.000000000000000000e+00 +2.258244610440044691e-09 -1.000000000000000000e+02 -1.000000000000000000e+02 -1.000000000000000000e+02 @@ -117,7 +117,7 @@ 0.000000000000000000e+00 0.000000000000000000e+00 0.000000000000000000e+00 -1.108530177461706616e-08 +9.196479262194666339e-08 -1.000000000000000000e+02 -1.000000000000000000e+02 -1.000000000000000000e+02 @@ -137,7 +137,7 @@ 0.000000000000000000e+00 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